| Number of Variables | 14 |
|---|---|
| Number of Rows | 3150 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 300 |
| Duplicate Rows (%) | 9.5% |
| Total Size in Memory | 344.7 KB |
| Average Row Size in Memory | 112.0 B |
| Variable Types |
|
| Call Failure is skewed | Skewed |
|---|---|
| Charge Amount is skewed | Skewed |
| Frequency of SMS is skewed | Skewed |
| Customer Value is skewed | Skewed |
| Dataset has 300 (9.52%) duplicate rows | Duplicates |
| Complains has constant length 1 | Constant Length |
| Age Group has constant length 1 | Constant Length |
| Tariff Plan has constant length 1 | Constant Length |
| Status has constant length 1 | Constant Length |
| Age has constant length 2 | Constant Length |
| Churn has constant length 1 | Constant Length |
|---|---|
| Call Failure has 702 (22.29%) zeros | Zeros |
| Charge Amount has 1768 (56.13%) zeros | Zeros |
| Frequency of SMS has 603 (19.14%) zeros | Zeros |
numerical
| Approximate Distinct Count | 37 |
|---|---|
| Approximate Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 50400 |
| Mean | 7.6279 |
| Minimum | 0 |
| Maximum | 36 |
| Zeros | 702 |
| Zeros (%) | 22.3% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 1 |
| Median | 6 |
| Q3 | 12 |
| 95-th Percentile | 22 |
| Maximum | 36 |
| Range | 36 |
| IQR | 11 |
| Mean | 7.6279 |
|---|---|
| Standard Deviation | 7.2639 |
| Variance | 52.764 |
| Sum | 24028 |
| Skewness | 1.0892 |
| Kurtosis | 0.9035 |
| Coefficient of Variation | 0.9523 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 207900 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 3150 |
numerical
| Approximate Distinct Count | 45 |
|---|---|
| Approximate Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 50400 |
| Mean | 32.5419 |
| Minimum | 3 |
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 3 |
|---|---|
| 5-th Percentile | 13 |
| Q1 | 30 |
| Median | 35 |
| Q3 | 38 |
| 95-th Percentile | 42 |
| Maximum | 47 |
| Range | 44 |
| IQR | 8 |
| Mean | 32.5419 |
|---|---|
| Standard Deviation | 8.5735 |
| Variance | 73.5046 |
| Sum | 102507 |
| Skewness | -1.2994 |
| Kurtosis | 1.212 |
| Coefficient of Variation | 0.2635 |
numerical
| Approximate Distinct Count | 11 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 50400 |
| Mean | 0.9429 |
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 1768 |
| Zeros (%) | 56.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th Percentile | 4 |
| Maximum | 10 |
| Range | 10 |
| IQR | 1 |
| Mean | 0.9429 |
|---|---|
| Standard Deviation | 1.5211 |
| Variance | 2.3137 |
| Sum | 2970 |
| Skewness | 2.5836 |
| Kurtosis | 8.8384 |
| Coefficient of Variation | 1.6133 |
numerical
| Approximate Distinct Count | 1756 |
|---|---|
| Approximate Unique (%) | 55.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 50400 |
| Mean | 4472.4597 |
| Minimum | 0 |
| Maximum | 17090 |
| Zeros | 154 |
| Zeros (%) | 4.9% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 54.5 |
| Q1 | 1391.25 |
| Median | 2990 |
| Q3 | 6478.25 |
| 95-th Percentile | 15020.5 |
| Maximum | 17090 |
| Range | 17090 |
| IQR | 5087 |
| Mean | 4472.4597 |
|---|---|
| Standard Deviation | 4197.9087 |
| Variance | 1.7622e+07 |
| Sum | 1.4088e+07 |
| Skewness | 1.3213 |
| Kurtosis | 0.9902 |
| Coefficient of Variation | 0.9386 |
numerical
| Approximate Distinct Count | 242 |
|---|---|
| Approximate Unique (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 50400 |
| Mean | 69.4606 |
| Minimum | 0 |
| Maximum | 255 |
| Zeros | 154 |
| Zeros (%) | 4.9% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 27 |
| Median | 54 |
| Q3 | 95 |
| 95-th Percentile | 184.55 |
| Maximum | 255 |
| Range | 255 |
| IQR | 68 |
| Mean | 69.4606 |
|---|---|
| Standard Deviation | 57.4133 |
| Variance | 3296.2879 |
| Sum | 218801 |
| Skewness | 1.1436 |
| Kurtosis | 0.8169 |
| Coefficient of Variation | 0.8266 |
numerical
| Approximate Distinct Count | 405 |
|---|---|
| Approximate Unique (%) | 12.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 50400 |
| Mean | 73.1749 |
| Minimum | 0 |
| Maximum | 522 |
| Zeros | 603 |
| Zeros (%) | 19.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 6 |
| Median | 21 |
| Q3 | 87 |
| 95-th Percentile | 356.55 |
| Maximum | 522 |
| Range | 522 |
| IQR | 81 |
| Mean | 73.1749 |
|---|---|
| Standard Deviation | 112.2376 |
| Variance | 12597.2698 |
| Sum | 230501 |
| Skewness | 1.9732 |
| Kurtosis | 3.2515 |
| Coefficient of Variation | 1.5338 |
numerical
| Approximate Distinct Count | 92 |
|---|---|
| Approximate Unique (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 50400 |
| Mean | 23.5098 |
| Minimum | 0 |
| Maximum | 97 |
| Zeros | 154 |
| Zeros (%) | 4.9% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 10 |
| Median | 21 |
| Q3 | 34 |
| 95-th Percentile | 51 |
| Maximum | 97 |
| Range | 97 |
| IQR | 24 |
| Mean | 23.5098 |
|---|---|
| Standard Deviation | 17.2173 |
| Variance | 296.4367 |
| Sum | 74056 |
| Skewness | 1.0289 |
| Kurtosis | 1.3559 |
| Coefficient of Variation | 0.7323 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 207900 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 3150 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 207900 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 3150 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 207900 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 3150 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 211050 |
| Mean | 2 |
|---|---|
| Standard Deviation | 0 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 2 |
| 1st row | 30 |
|---|---|
| 2nd row | 25 |
| 3rd row | 30 |
| 4th row | 15 |
| 5th row | 15 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 6300 |
numerical
| Approximate Distinct Count | 2654 |
|---|---|
| Approximate Unique (%) | 84.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 50400 |
| Mean | 470.9729 |
| Minimum | 0 |
| Maximum | 2165.28 |
| Zeros | 132 |
| Zeros (%) | 4.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 10.335 |
| Q1 | 113.8012 |
| Median | 228.48 |
| Q3 | 788.3888 |
| 95-th Percentile | 1587.68 |
| Maximum | 2165.28 |
| Range | 2165.28 |
| IQR | 674.5875 |
| Mean | 470.9729 |
|---|---|
| Standard Deviation | 517.0154 |
| Variance | 267304.9578 |
| Sum | 1.4836e+06 |
| Skewness | 1.4266 |
| Kurtosis | 1.2206 |
| Coefficient of Variation | 1.0978 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 207900 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 3150 |